AI Engineering Metrics · Epic Report

KAN-4 — Update Libs Fintechops

Status: In Progress · Owner: —
Stories9
Pull requests12
Created2026-06-13
Updated2026-06-13
Generated2026-06-14 20:35 UTC
Hours saved
9.2 h
40.0% vs. no-AI estimate
Total AI tokens
580,000
64,444 per story (avg)
Estimated AI cost
$3.48
$0.38 / hour saved
AI Dependency Risk
25.3
Level: Moderate
Tokens / changed line
3,204.4
3,536.6 per added line
Tokens / story point
25,217
63,043 per hour saved
Avg lead time
0.9 h
1.0 PRs / story
Avg time to merge
11.3 h
21 review cycles total
DORA Metrics · DevOps Research & Assessment · last 30 days
Deployment Frequency
0.93 /week
Medium   4 deploys in 30 days
Lead Time for Changes
63.1 h
High   2.6 days avg commit→deploy
Change Failure Rate
25.0%
High   1 of 4 failed
Mean Time to Restore
3.5 h
High   1 incident(s) recovered
Deployments · production · last 30 days
DeployEnvironmentDeployed AtPRs included Triggered byLead TimeStatusMTTR
deploy-kan4-001 production 2026-05-16 14:30 UTC #4, #7 github-actions 96.5 h success
deploy-kan4-002 production 2026-05-20 10:00 UTC #8 github-actions 72.0 h failed 3.5 h
deploy-kan4-003 production 2026-05-27 16:00 UTC #10 github-actions 48.0 h success
deploy-kan4-004 production 2026-06-03 11:00 UTC #11, #12 github-actions 36.0 h success
AI usage & productivity

AI tokens per story

AI tokens per developer

Estimated hours: with vs. without AI

Tokens per changed line

Risk

AI dependency risk per pull request

AI Dependency Risk Score
25.3
/ 100 · Moderate
Ai intensity 6.3
Low savings 0.0
Low coverage 11.9
High complexity 0.4
Review churn 5.1
Requested changes 1.7
Vulnerabilities 0.0
Static bugs 0.0
Stories
KeySummaryAssigneeStatus SPTokens Est. w/o AIEst. w/ AI SavedLead timePRsRisk
KAN-13 [BUG] Teste de integracao do endpoint /health falha intermitentemente no CI apos upgrade Node 22 To Do 0 0.0 0.0 0.0 1 32.9
KAN-12 [BUG] TypeScript 5.8 noUncheckedIndexedAccess quebra exports do modulo payment-processor apos tsconfig update To Do 0 0.0 0.0 0.0 1 32.9
KAN-11 [BUG] NODE_OPTIONS override causa falha no startup do Fastify em producao apos migracao Node 22 To Do 0 0.0 0.0 0.0 1 32.9
KAN-10 Commit and push updated dependencies to repository To Do 2.0 48,000 2.0 1.2 0.8 1 62.1
KAN-9 Resolve compatibility issues after updates Done 8.0 210,000 8.0 4.8 3.2 0.9 h 1 46.5
KAN-8 Update project documentation to reflect new dependencies Done 2.0 35,000 2.0 1.2 0.8 0.9 h 1 41.2
KAN-7 Update dependency versions in configuration files Done 3.0 60,000 3.0 1.8 1.2 0.9 h 1 56.9
KAN-6 Audit current project dependencies Done 5.0 142,000 5.0 3.0 2.0 0.9 h 1 46.5
KAN-5 Test application functionality after updates Done 3.0 85,000 3.0 1.8 1.2 0.9 h 1 51.7
Pull requests
PRTitleRepoAuthorStatus +Files CommitsReviewsΔ req. TTMRisk
#12 test(KAN-13): fix health smoke test flakiness by awaiting app.ready() dennisrojaspereira/fintech-pos-api-aisdd dennisrojaspereira open 59 0 1 1 0 0
#11 fix(KAN-12): replace [0] with .at(0) for TS 5.8 noUncheckedIndexedAccess dennisrojaspereira/fintech-pos-api-aisdd dennisrojaspereira open 6 2 2 1 0 0
#10 fix(KAN-11): sanitize NODE_OPTIONS to strip --experimental-loader on Node 22 dennisrojaspereira/fintech-pos-api-aisdd dennisrojaspereira open 21 0 1 1 0 0
#9 chore(KAN-10): bump to v0.2.0 and pin dev dependency versions dennisrojaspereira/fintech-pos-api-aisdd dennisrojaspereira merged 4 4 1 1 15 4 34.0 h
#8 fix(KAN-9): adjust env defaults for Node 22 compatibility dennisrojaspereira/fintech-pos-api-aisdd dennisrojaspereira merged 2 2 1 1 6 1 0.2 h
#7 docs(KAN-8): update README to reflect new dependency versions dennisrojaspereira/fintech-pos-api-aisdd dennisrojaspereira merged 2 2 1 1 3 0 0.3 h
#6 chore(KAN-7): update tsconfig target and vitest timeouts for Node 22 dennisrojaspereira/fintech-pos-api-aisdd dennisrojaspereira merged 4 4 2 1 12 3 26.0 h
#5 chore(KAN-6): audit project dependencies and add audit scripts dennisrojaspereira/fintech-pos-api-aisdd dennisrojaspereira merged 24 0 2 1 4 1 12.0 h
#4 test(KAN-5): add post-upgrade smoke tests for env config dennisrojaspereira/fintech-pos-api-aisdd dennisrojaspereira merged 39 0 1 1 9 2 0.4 h
#3 chore(deps): upgrade @types/node to v22 [KAN-4] dennisrojaspereira/fintech-pos-api-aisdd dennisrojaspereira merged 1 1 1 1 1 0 4.0 h
#2 chore(deps): upgrade TypeScript to 5.8.x [KAN-4] dennisrojaspereira/fintech-pos-api-aisdd dennisrojaspereira merged 1 1 1 1 5 1 18.0 h
#1 chore(deps): upgrade Node.js engine requirement to v22 [KAN-4] dennisrojaspereira/fintech-pos-api-aisdd dennisrojaspereira merged 1 1 1 1 2 0 6.5 h
Code quality · epic overview (pr-heuristic) · click a PR for per-PR detail
Cyclomatic complexity0.8
Cognitive complexity0.0
Duplication
Code smells1
Static bugs0
Vulnerabilities0
Test coverage16.7%
Rework · epic overview · click a PR for per-PR detail
Avg. time to merge11.3 h
Review cycles21
Review comments57
Requested changes12
Commits after review27
Reverts detected2
Files touched again later6